ML model training pipelines, hyperparameter tuning, model deployment automation, experiment tracking, and MLOps workflows
You can install this plugin from any of these themed marketplaces. Choose one, add it as a marketplace, then install the plugin.
Choose your preferred installation method below
A marketplace is a collection of plugins. Every plugin gets an auto-generated marketplace JSON for individual installation, plus inclusion in category and themed collections. Add a marketplace once (step 1), then install any plugin from it (step 2).
One-time setup for access to all plugins
When to use: If you plan to install multiple plugins now or later
Step 1: Add the marketplace (one-time)
/plugin marketplace add https://claudepluginhub.com/marketplaces/all.jsonRun this once to access all plugins
Step 2: Install this plugin
/plugin install machine-learning-ops@allUse this plugin's auto-generated marketplace JSON for individual installation
When to use: If you only want to try this specific plugin
Step 1: Add this plugin's marketplace
/plugin marketplace add https://claudepluginhub.com/marketplaces/plugins/machine-learning-ops.jsonStep 2: Install the plugin
/plugin install machine-learning-ops@machine-learning-ops⚡ Updated for Sonnet 4.5 & Haiku 4.5 — All agents optimized for latest models with hybrid orchestration
🎯 Agent Skills Enabled — 47 specialized skills extend Claude's capabilities across plugins with progressive disclosure
A comprehensive production-ready system combining 85 specialized AI agents, 15 multi-agent workflow orchestrators, 47 agent skills, and 44 development tools organized into 63 focused, single-purpose plugins for Claude Code.
This unified repository provides everything needed for intelligent automation and multi-agent orchestration across modern software development:
Each plugin is completely isolated with its own agents, commands, and skills:
Example: Installing python-development loads 3 Python agents, 1 scaffolding tool, and makes 5 skills available (~300 tokens), not the entire marketplace.
Add this marketplace to Claude Code:
/plugin marketplace add wshobson/agents
This makes all 63 plugins available for installation, but does not load any agents or tools into your context.
Browse available plugins:
/plugin
Install the plugins you need:
# Essential development plugins
/plugin install python-development # Python with 5 specialized skills
/plugin install javascript-typescript # JS/TS with 4 specialized skills
/plugin install backend-development # Backend APIs with 3 architecture skills
# Infrastructure & operations
/plugin install kubernetes-operations # K8s with 4 deployment skills
/plugin install cloud-infrastructure # AWS/Azure/GCP with 4 cloud skills
# Security & quality
/plugin install security-scanning # SAST with security skill
/plugin install code-review-ai # AI-powered code review
# Full-stack orchestration
/plugin install full-stack-orchestration # Multi-agent workflows
Each installed plugin loads only its specific agents, commands, and skills into Claude's context.
Specialized knowledge packages following Anthropic's progressive disclosure architecture:
Language Development:
Infrastructure & DevOps:
Development & Architecture:
Blockchain & Web3 (4 skills): DeFi protocols, NFT standards, Solidity security, Web3 testing
And more: Framework migration, observability, payment processing, ML operations, security scanning
Strategic model assignment for optimal performance and cost:
Orchestration patterns combine models for efficiency:
Sonnet (planning) → Haiku (execution) → Sonnet (review)
/full-stack-orchestration:full-stack-feature "user authentication with OAuth2"
Coordinates 7+ agents: backend-architect → database-architect → frontend-developer → test-automator → security-auditor → deployment-engineer → observability-engineer
/security-scanning:security-hardening --level comprehensive
Multi-agent security assessment with SAST, dependency scanning, and code review.
/python-development:python-scaffold fastapi-microservice
Creates production-ready FastAPI project with async patterns, activating skills:
async-python-patterns - AsyncIO and concurrencypython-testing-patterns - pytest and fixturesuv-package-manager - Fast dependency management# Activates k8s skills automatically
"Create production Kubernetes deployment with Helm chart and GitOps"
Uses kubernetes-architect agent with 4 specialized skills for production-grade configs.
23 categories, 63 plugins:
Three-tier architecture for token efficiency:
claude-agents/
├── .claude-plugin/
│ └── marketplace.json # 63 plugins
├── plugins/
│ ├── python-development/
│ │ ├── agents/ # 3 Python experts
│ │ ├── commands/ # Scaffolding tool
│ │ └── skills/ # 5 specialized skills
│ ├── kubernetes-operations/
│ │ ├── agents/ # K8s architect
│ │ ├── commands/ # Deployment tools
│ │ └── skills/ # 4 K8s skills
│ └── ... (61 more plugins)
├── docs/ # Comprehensive documentation
└── README.md # This file
To add new agents, skills, or commands:
plugins/.md files in the appropriate subdirectory:
agents/ - For specialized agentscommands/ - For tools and workflowsskills/ - For modular knowledge packages.claude-plugin/marketplace.jsonSee Architecture Documentation for detailed guidelines.
MIT License - see LICENSE file for details.
1.2.1